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Merge pull request #113 from GoogleCloudPlatform/text
Add Cloud Vision text detection sample.
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// Copyright 2016, Google, Inc. | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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'use strict'; | ||
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var test = require('ava'); | ||
var path = require('path'); | ||
var inputDir = path.resolve('../../vision/resources'); | ||
var textDetectionSample = require('../../vision/textDetection'); | ||
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test.cb('should detect texts', function (t) { | ||
textDetectionSample.main( | ||
inputDir, | ||
function (err, textResponse) { | ||
t.ifError(err); | ||
t.ok(Object.keys(textResponse).length > 0); | ||
textDetectionSample.lookup( | ||
['the', 'sunbeams', 'in'], | ||
function (err, hits) { | ||
t.ifError(err); | ||
t.ok(hits.length > 0); | ||
t.ok(hits[0].length > 0); | ||
t.end(); | ||
} | ||
); | ||
} | ||
); | ||
}); |
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I am not a meme. Don't fail if you accidently include me in your Vision API | ||
request, please. |
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// Copyright 2016, Google, Inc. | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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'use strict'; | ||
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// [START app] | ||
// [START import_libraries] | ||
var async = require('async'); | ||
var fs = require('fs'); | ||
var path = require('path'); | ||
var gcloud = require('gcloud')(); | ||
var natural = require('natural'); | ||
var redis = require('redis'); | ||
// Get a reference to the vision component | ||
var vision = gcloud.vision(); | ||
// [END import_libraries] | ||
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function Index() { | ||
// Connect to a redis server. | ||
var TOKEN_DB = 0; | ||
var DOCS_DB = 1; | ||
var PORT = process.env.REDIS_PORT || '6379'; | ||
var HOST = process.env.REDIS_HOST || '127.0.0.1'; | ||
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this.tokenClient = redis.createClient(PORT, HOST, { | ||
db: TOKEN_DB | ||
}).on('error', function (err) { | ||
console.error('ERR:REDIS: ' + err); | ||
}); | ||
this.docsClient = redis.createClient(PORT, HOST, { | ||
db: DOCS_DB | ||
}).on('error', function (err) { | ||
console.error('ERR:REDIS: ' + err); | ||
}); | ||
} | ||
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Index.prototype.quit = function () { | ||
this.tokenClient.quit(); | ||
this.docsClient.quit(); | ||
}; | ||
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Index.prototype.add = function (filename, document, callback) { | ||
var self = this; | ||
var PUNCTUATION = ['.', ',', ':', '']; | ||
var tokenizer = new natural.WordTokenizer(); | ||
var tokens = tokenizer.tokenize(document); | ||
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// TODO: Remove stop words | ||
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var tasks = tokens.filter(function (token) { | ||
return PUNCTUATION.indexOf(token) === -1; | ||
}).map(function (token) { | ||
return function (cb) { | ||
self.tokenClient.sadd(token, filename, cb); | ||
}; | ||
}); | ||
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tasks.push(function (cb) { | ||
self.tokenClient.set(filename, document, cb); | ||
}); | ||
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async.parallel(tasks, callback); | ||
}; | ||
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Index.prototype.lookup = function (words, callback) { | ||
var self = this; | ||
var tasks = words.map(function (word) { | ||
word = word.toLowerCase(); | ||
return function (cb) { | ||
self.tokenClient.smembers(word, cb); | ||
}; | ||
}); | ||
async.parallel(tasks, callback); | ||
}; | ||
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Index.prototype.documentIsProcessed = function (filename, callback) { | ||
this.docsClient.GET(filename, function (err, value) { | ||
if (err) { | ||
return callback(err); | ||
} | ||
if (value) { | ||
console.log(filename + ' already added to index.'); | ||
callback(null, true); | ||
} else if (value === '') { | ||
console.log(filename + ' was already checked, and contains no text.'); | ||
callback(null, true); | ||
} else { | ||
callback(null, false); | ||
} | ||
}); | ||
}; | ||
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Index.prototype.setContainsNoText = function (filename, callback) { | ||
this.docsClient.set(filename, '', callback); | ||
}; | ||
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function lookup(words, callback) { | ||
var index = new Index(); | ||
index.lookup(words, function (err, hits) { | ||
index.quit(); | ||
if (err) { | ||
return callback(err); | ||
} | ||
words.forEach(function (word, i) { | ||
console.log('hits for \"' + word + '\":', hits[i].join(', ')); | ||
}); | ||
callback(null, hits); | ||
}); | ||
} | ||
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// [START extract_descrs] | ||
function extractDescription(texts) { | ||
var document = ''; | ||
texts.forEach(function (text) { | ||
document += (text.desc || ''); | ||
}); | ||
return document; | ||
} | ||
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function extractDescriptions(filename, index, texts, callback) { | ||
if (texts.length) { | ||
index.add(filename, extractDescription(texts), callback); | ||
} else { | ||
console.log(filename + ' had no discernable text.'); | ||
index.setContainsNoText(filename, callback); | ||
} | ||
} | ||
// [END extract_descrs] | ||
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// [START get_text] | ||
function getTextFromFiles(index, inputFiles, callback) { | ||
var options = { verbose: true }; | ||
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// Make a call to the Vision API to detect text | ||
vision.detectText(inputFiles, options, function (err, detections) { | ||
if (err) { | ||
return callback(err); | ||
} | ||
var textResponse = {}; | ||
var tasks = []; | ||
inputFiles.forEach(function (filename, i) { | ||
var response = detections[i]; | ||
if (response.error) { | ||
console.log('API Error for ' + filename, response.error); | ||
return; | ||
} else if (Array.isArray(response)) { | ||
textResponse[filename] = 1; | ||
} else { | ||
textResponse[filename] = 0; | ||
} | ||
tasks.push(function (cb) { | ||
extractDescriptions(filename, index, response, cb); | ||
}); | ||
}); | ||
async.parallel(tasks, function (err) { | ||
if (err) { | ||
return callback(err); | ||
} | ||
callback(null, textResponse); | ||
}); | ||
}); | ||
} | ||
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// Run the example | ||
function main(inputDir, callback) { | ||
var index = new Index(); | ||
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async.waterfall([ | ||
// Scan the specified directory for files | ||
function (cb) { | ||
fs.readdir(inputDir, cb); | ||
}, | ||
// Separate directories from files | ||
function (files, cb) { | ||
async.parallel(files.map(function (file) { | ||
var filename = path.join(inputDir, file); | ||
return function (cb) { | ||
fs.stat(filename, function (err, stats) { | ||
if (err) { | ||
return cb(err); | ||
} | ||
if (!stats.isDirectory()) { | ||
return cb(null, filename); | ||
} | ||
cb(); | ||
}); | ||
}; | ||
}), cb); | ||
}, | ||
// Figure out which files have already been processed | ||
function (allImageFiles, cb) { | ||
var tasks = allImageFiles.filter(function (filename) { | ||
return filename; | ||
}).map(function (filename) { | ||
return function (cb) { | ||
index.documentIsProcessed(filename, function (err, processed) { | ||
if (err) { | ||
return cb(err); | ||
} | ||
if (!processed) { | ||
// Forward this filename on for further processing | ||
return cb(null, filename); | ||
} | ||
cb(); | ||
}); | ||
}; | ||
}); | ||
async.parallel(tasks, cb); | ||
}, | ||
// Analyze any remaining unprocessed files | ||
function (imageFilesToProcess, cb) { | ||
imageFilesToProcess = imageFilesToProcess.filter(function (filename) { | ||
return filename; | ||
}); | ||
if (imageFilesToProcess.length) { | ||
return getTextFromFiles(index, imageFilesToProcess, cb); | ||
} | ||
console.log('All files processed!'); | ||
cb(); | ||
} | ||
], function (err, result) { | ||
index.quit(); | ||
callback(err, result); | ||
}); | ||
} | ||
// [END get_text] | ||
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// [START run_application] | ||
if (module === require.main) { | ||
var generalError = 'Usage: node textDetection <command> <arg> ...\n\n' + | ||
'\tCommands: analyze, lookup'; | ||
if (process.argv.length < 3) { | ||
console.log(generalError); | ||
process.exit(1); | ||
} | ||
var args = process.argv.slice(2); | ||
var command = args.shift(); | ||
if (command === 'analyze') { | ||
if (!args.length) { | ||
console.log('Usage: node textDetection analyze <dir>'); | ||
process.exit(1); | ||
} | ||
main(args[0], console.log); | ||
} else if (command === 'lookup') { | ||
if (!args.length) { | ||
console.log('Usage: node textDetection lookup <word> ...'); | ||
process.exit(1); | ||
} | ||
lookup(args, console.log); | ||
} else { | ||
console.log(generalError); | ||
process.exit(1); | ||
} | ||
} | ||
// [END run_application] | ||
// [END app] | ||
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exports.Index = Index; | ||
exports.lookup = lookup; | ||
exports.getTextFromFiles = getTextFromFiles; | ||
exports.main = main; |